{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "418c9f5d",
   "metadata": {},
   "source": [
    "# 模型说明"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16a7143e",
   "metadata": {},
   "source": [
    "**本质是通过距离判断两个样本是否相似**，如果距离够近就认为他们足够相似属于同一类别。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa5c126a",
   "metadata": {},
   "source": [
    "# 数据包导入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e7a8dabc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "41cf1bfe",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split       # 划分训练集和测试集\n",
    "from sklearn.neighbors import KNeighborsClassifier         # 应用KNN模型\n",
    "from sklearn.model_selection import cross_val_score as CVS # 交叉验证\n",
    "from sklearn.preprocessing import MinMaxScaler as mms      # 归一化模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "6af19952",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'\n",
    "plt.style.use('ggplot')\n",
    "plt.rcParams['font.size'] = 18"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dd77422",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "# 获取临时数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "1abe33a7",
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_breast_cancer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d2612811",
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "#读取数据集\n",
    "data = load_breast_cancer()\n",
    "\n",
    "#DateFrame格式显示\n",
    "X = data.data\n",
    "y = data.target\n",
    "name = ['平均半径','平均纹理','平均周长','平均面积',\n",
    "        '平均光滑度','平均紧凑度','平均凹度',\n",
    "        '平均凹点','平均对称','平均分形维数',\n",
    "        '半径误差','纹理误差','周长误差','面积误差',\n",
    "        '平滑度误差','紧凑度误差','凹度误差',\n",
    "        '凹点误差','对称误差',\n",
    "        '分形维数误差','最差半径','最差纹理',\n",
    "        '最差的边界','最差的区域','最差的平滑度',\n",
    "        '最差的紧凑性','最差的凹陷','最差的凹点',\n",
    "        '最差的对称性','最差的分形维数','患病否']\n",
    "\n",
    "data=np.concatenate((X,y.reshape(-1,1)),axis=1)\n",
    "table=pd.DataFrame(data=data,columns=name)\n",
    "X = table.iloc[:,:-1] #X 特征 \n",
    "y = table.iloc[:,-1] #y 标签  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "24c42a90",
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均半径</th>\n",
       "      <th>平均纹理</th>\n",
       "      <th>平均周长</th>\n",
       "      <th>平均面积</th>\n",
       "      <th>平均光滑度</th>\n",
       "      <th>平均紧凑度</th>\n",
       "      <th>平均凹度</th>\n",
       "      <th>平均凹点</th>\n",
       "      <th>平均对称</th>\n",
       "      <th>平均分形维数</th>\n",
       "      <th>...</th>\n",
       "      <th>最差半径</th>\n",
       "      <th>最差纹理</th>\n",
       "      <th>最差的边界</th>\n",
       "      <th>最差的区域</th>\n",
       "      <th>最差的平滑度</th>\n",
       "      <th>最差的紧凑性</th>\n",
       "      <th>最差的凹陷</th>\n",
       "      <th>最差的凹点</th>\n",
       "      <th>最差的对称性</th>\n",
       "      <th>最差的分形维数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17.99</td>\n",
       "      <td>10.38</td>\n",
       "      <td>122.80</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>0.11840</td>\n",
       "      <td>0.27760</td>\n",
       "      <td>0.3001</td>\n",
       "      <td>0.14710</td>\n",
       "      <td>0.2419</td>\n",
       "      <td>0.07871</td>\n",
       "      <td>...</td>\n",
       "      <td>25.38</td>\n",
       "      <td>17.33</td>\n",
       "      <td>184.60</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.1622</td>\n",
       "      <td>0.6656</td>\n",
       "      <td>0.7119</td>\n",
       "      <td>0.2654</td>\n",
       "      <td>0.4601</td>\n",
       "      <td>0.11890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20.57</td>\n",
       "      <td>17.77</td>\n",
       "      <td>132.90</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>0.08474</td>\n",
       "      <td>0.07864</td>\n",
       "      <td>0.0869</td>\n",
       "      <td>0.07017</td>\n",
       "      <td>0.1812</td>\n",
       "      <td>0.05667</td>\n",
       "      <td>...</td>\n",
       "      <td>24.99</td>\n",
       "      <td>23.41</td>\n",
       "      <td>158.80</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>0.1238</td>\n",
       "      <td>0.1866</td>\n",
       "      <td>0.2416</td>\n",
       "      <td>0.1860</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.08902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19.69</td>\n",
       "      <td>21.25</td>\n",
       "      <td>130.00</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>0.10960</td>\n",
       "      <td>0.15990</td>\n",
       "      <td>0.1974</td>\n",
       "      <td>0.12790</td>\n",
       "      <td>0.2069</td>\n",
       "      <td>0.05999</td>\n",
       "      <td>...</td>\n",
       "      <td>23.57</td>\n",
       "      <td>25.53</td>\n",
       "      <td>152.50</td>\n",
       "      <td>1709.0</td>\n",
       "      <td>0.1444</td>\n",
       "      <td>0.4245</td>\n",
       "      <td>0.4504</td>\n",
       "      <td>0.2430</td>\n",
       "      <td>0.3613</td>\n",
       "      <td>0.08758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.42</td>\n",
       "      <td>20.38</td>\n",
       "      <td>77.58</td>\n",
       "      <td>386.1</td>\n",
       "      <td>0.14250</td>\n",
       "      <td>0.28390</td>\n",
       "      <td>0.2414</td>\n",
       "      <td>0.10520</td>\n",
       "      <td>0.2597</td>\n",
       "      <td>0.09744</td>\n",
       "      <td>...</td>\n",
       "      <td>14.91</td>\n",
       "      <td>26.50</td>\n",
       "      <td>98.87</td>\n",
       "      <td>567.7</td>\n",
       "      <td>0.2098</td>\n",
       "      <td>0.8663</td>\n",
       "      <td>0.6869</td>\n",
       "      <td>0.2575</td>\n",
       "      <td>0.6638</td>\n",
       "      <td>0.17300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20.29</td>\n",
       "      <td>14.34</td>\n",
       "      <td>135.10</td>\n",
       "      <td>1297.0</td>\n",
       "      <td>0.10030</td>\n",
       "      <td>0.13280</td>\n",
       "      <td>0.1980</td>\n",
       "      <td>0.10430</td>\n",
       "      <td>0.1809</td>\n",
       "      <td>0.05883</td>\n",
       "      <td>...</td>\n",
       "      <td>22.54</td>\n",
       "      <td>16.67</td>\n",
       "      <td>152.20</td>\n",
       "      <td>1575.0</td>\n",
       "      <td>0.1374</td>\n",
       "      <td>0.2050</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>0.1625</td>\n",
       "      <td>0.2364</td>\n",
       "      <td>0.07678</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    平均半径   平均纹理    平均周长    平均面积    平均光滑度    平均紧凑度    平均凹度     平均凹点    平均对称  \\\n",
       "0  17.99  10.38  122.80  1001.0  0.11840  0.27760  0.3001  0.14710  0.2419   \n",
       "1  20.57  17.77  132.90  1326.0  0.08474  0.07864  0.0869  0.07017  0.1812   \n",
       "2  19.69  21.25  130.00  1203.0  0.10960  0.15990  0.1974  0.12790  0.2069   \n",
       "3  11.42  20.38   77.58   386.1  0.14250  0.28390  0.2414  0.10520  0.2597   \n",
       "4  20.29  14.34  135.10  1297.0  0.10030  0.13280  0.1980  0.10430  0.1809   \n",
       "\n",
       "    平均分形维数  ...   最差半径   最差纹理   最差的边界   最差的区域  最差的平滑度  最差的紧凑性   最差的凹陷   最差的凹点  \\\n",
       "0  0.07871  ...  25.38  17.33  184.60  2019.0  0.1622  0.6656  0.7119  0.2654   \n",
       "1  0.05667  ...  24.99  23.41  158.80  1956.0  0.1238  0.1866  0.2416  0.1860   \n",
       "2  0.05999  ...  23.57  25.53  152.50  1709.0  0.1444  0.4245  0.4504  0.2430   \n",
       "3  0.09744  ...  14.91  26.50   98.87   567.7  0.2098  0.8663  0.6869  0.2575   \n",
       "4  0.05883  ...  22.54  16.67  152.20  1575.0  0.1374  0.2050  0.4000  0.1625   \n",
       "\n",
       "   最差的对称性  最差的分形维数  \n",
       "0  0.4601  0.11890  \n",
       "1  0.2750  0.08902  \n",
       "2  0.3613  0.08758  \n",
       "3  0.6638  0.17300  \n",
       "4  0.2364  0.07678  \n",
       "\n",
       "[5 rows x 30 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0    0.0\n",
       "1    0.0\n",
       "2    0.0\n",
       "3    0.0\n",
       "4    0.0\n",
       "Name: 患病否, dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(X.head()) # 训练集\n",
    "display(y.head()) # 测试集"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd1648a9",
   "metadata": {},
   "source": [
    "# KNN模型通用流程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "6555bcf3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN模型得分：\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.9649122807017544"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "\n",
    "# 1.划分训练集（Xtrain,Xtext），测试集（Ytrain,Ytext）\n",
    "Xtrain,Xtest,Ytrain,Ytest = train_test_split(X,y,test_size=0.2,random_state=400)\n",
    "\n",
    "# 2.归一化 \n",
    "Xtrain = mms().fit(Xtrain).transform(Xtrain)\n",
    "Xtest = mms().fit(Xtest).transform(Xtest)\n",
    "\n",
    "# 3.绘制学习曲线(取最佳K值) and 进行调优（当样本分布很不均匀时） and 交叉验证\n",
    "mean = []\n",
    "var = []\n",
    "\n",
    "#K值不能设置过大、过小  ----学习曲线\n",
    "for i in range(1,20):    #K 设置的范围  1-19\n",
    "    \n",
    "    # 当我们的样本分布很不均匀的时候可以通过设置weights='distance'进行调优\n",
    "    KNN = KNeighborsClassifier(n_neighbors=i,weights='distance') \n",
    "    \n",
    "    #交叉验证  折数不能过大  过小  \n",
    "    result = CVS(KNN,Xtrain,Ytrain,cv=5) #5、6折\n",
    "    \n",
    "    mean.append(result.mean()) #均值\n",
    "    var.append(result.var()) #方差\n",
    "\n",
    "# 绘制学习曲线图    \n",
    "mean = np.array(mean)    \n",
    "var = np.array(var)      \n",
    "plt.plot(range(1,20),mean,color='k')\n",
    "plt.plot(range(1,20),mean+var*5,color='r',linestyle='--')\n",
    "plt.plot(range(1,20),mean-var*5,color='r',linestyle='--')\n",
    "plt.xticks(range(1,20))\n",
    "plt.title('K值学习曲线',fontsize=18) # 可以省略\n",
    "plt.show()  \n",
    "\n",
    "# 模型成绩输出\n",
    "KNN_K10 = KNeighborsClassifier(n_neighbors=14)\n",
    "clf_k10 = KNN_K10.fit(Xtrain,Ytrain) #训练模型\n",
    "print('KNN模型得分：') # 可以省略\n",
    "clf_k10.score(Xtest,Ytest)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71454a6f",
   "metadata": {},
   "source": [
    "# 补充说明"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "293c5c10",
   "metadata": {},
   "source": [
    "## 算法缺点\n",
    "**算法参数是 k**，k 可以理解为标记数据周围几个数作为参考对象。\n",
    "- k 值越大，模型的偏差越大，对噪声数据越不敏感。\n",
    "- k 值很大时，可能造成模型欠拟合。\n",
    "- k 值越小，模型的方差就会越大。\n",
    "- 但是 k 值太小，容易过拟合。\n",
    "\n",
    "## SCIKIT-LEARN算法库实现\n",
    "- **估算器：fit()方法**。基于数据估算参数的任意对象，使用的参数是一个数据集(对应 X, 有监督算法还需要一个 y)，引导估算过程的任意其他参数称为超参数，必须被设置为实例变量。\n",
    "- **转换器：transform()方法。**使用估算器转换数据集，转换过程依赖于学习参数。可以使用便捷方式: fit_transform()，相当于先 fit()再 transform()。(fit_transform 有时被优化过，速度更快)\n",
    "- **预测器：predict()方法。**使用估算器预测新数据，返回包含预测结果的数据，还有score()方法:用于度量给定测试集的预测效果的好坏。(连续 y 使用 R 方,分类 y 使用准确率 accuracy)\n",
    "\n",
    "## 选择最优K值\n",
    "- **需要认为计算。**\n",
    "\n",
    "## 交叉验证\n",
    "- **在陌生数据集上表现优秀的能力被称为泛化能力**，即我们追求的是模型的泛化能力。\n",
    "\n",
    "## 归一化\n",
    "- **有的特征数值很大，有的特征数值很小**，这种现象在机器学习中被称为\"量纲不统一\"。\n"
   ]
  },
  {
   "attachments": {
    "%E6%88%AA%E5%9B%BE_20221114225334.png": {
     "image/png": 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"
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   },
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   "id": "b4430dde",
   "metadata": {},
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "998fd6b8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
   "name": "python3"
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    "left": "10px",
    "top": "150px",
    "width": "380.885px"
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